{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from time import time\n",
    "import json\n",
    "import pickle \n",
    "from arimafd import *\n",
    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "accidents = [...] #NDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "tensors=[]\n",
    "for i in range(1,7):\n",
    "    with open(r'C:\\data\\pickle_arima\\ВСЕ_КЕЙСЫ_2\\{}array_of_tensor.pickle'.format(i), 'rb') as handle:\n",
    "        tensors.append(pickle.load(handle))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "#  df = pd.DataFrame(tensors[i][0].reshape(len(tensors[i][0]),-1),index=tensors[i][1][-len(tensors[i][0]):])\n",
    "# df[[1,2]].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "summ = pd.DataFrame(np.zeros(len(indices)),index=indices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/zYxX2Wud7Ka7IyMwxXBaKEHezPYjFeAfdfc/BYs3m9mwYP0wYEsY24qLrTWpSZB0J6CeqWUwVOnKENXeHFGW8Dy7UJq1OXku/Kil7vqNP8zLWt+6n3w6yP/jeccUVuAQFBzkLTXM60Fgibvfk7HqGWBS8HwSqbZ6aUU1+Z6pecRyicsB0ShDT5FvF0ro/HOtrg0qasGXuPWI134R6SUVRinOBv4WuMDM5gd/lwB3AheZ2QpSF2LvDGFbsaMg3zMli9Tc1qVrNKrId1kyz5p8mbVtrzn96EOzXq/eugdov6eVQSTOwAXPXePus2j/cBtfaP5xF4FjQLoh7Jp8IfOeqKKQv7wvvBptLrzOW7sj6/XdLy7jiclnNR8DrZvPcpwnSiIavyfa0Rvaq1sfSNIztNTkS7f/du1tBGDn3m7c5KKXSiQ9r4vlrS+85trPs1dVU9eYyGiuaZ2HRaL3XKSDfFxl7fjSHwPSDU0h92jpTjBYumk3AA/N+jDUssRZ0vOtyWd3oUy0s7//8sHWjJp8qzyIxrQlCvIlkMyK8RE4CqTLwu4Cm26uiUDFL9byn6Ase1+0d1L/2csr2m+TN4vE/ox0kI9rF7GWaYb1pe6pmoN8SCfp/vulvor1TclOUkoh8m2uMbOsPdteTf699Tubj4HW11VSbfKl/4JHOsjHVeYBU/pDQLoj7Ju+9O/bB4D6pq7fNi4KgaSnSLjnNUrZLLsJLdHBjm5vVetfA6WiIF8CmT/9dOG1Z0rPJx/W3kvPPLmnvhtBXodQXvY2JNi8qz6vfvKtA3R6GguA714yli+fPhyAg/q3dFDM3VxT+p2jIF8CrUfKSc8Tdk1+YL9UTf5dzUNTNF99cA4NTUn65DWtQXZzzTsfVjc/n3zux7jnK6lpfnfXN7W0yasLpaTVNWa0yZewHNJ9YbfJnzAsdTN3TV1cPOlJxfKb1iD7V/ayoCdTLi1t8tnLyyJy4VU38i6BusaMn+RROAqky8KuyQ/YL1WTz6wASHHk8xm37hnTUZfZlpp8qzzIPlG4O998dB7/dtlJDDmwf15lfWHRJmat2MqggfuxYksNv7zq9C7XzBXkSyCrd00JyyHd115vi+7aL2hDyKoA9GDtzecShe199sQjOk2TzsXdMTOOKT+gTZrLTj2SyjXbW/rJt2mTz/5+/+aN1Ty/cBPPL9zEh3d+rtMy1DUm+Mffz81a9u667ZzR6TuzRbq5Jq69BhoTapPv6RIhj3hNB4ju1OSjdgglk87oW57jR88t2WfbvPp37zD6luc6THNM+QFc8okjmHBSHkE+2B/p3XtAv1R9+Jnrzm5O06esjPXb97acYNq0yWf/Gli/vbbT7aY9/JcPOeH/TW+zfEdtY955pEU6yMdVU0aQV++aninswVDpfOq60YUynxGc+9KqYOKuB2et3mfbnLGs8xsOJZPe/IupM+keOOnd2xDcuT3d1RVgQDC2If2jLtcEZe1VAqr3dDwVxa9nfpBztOyehrbHx+Nvr+0wr0gG+bgOgkpr1GCoHq9YUw3Xd6EmP27UYAAu/kTnNdN96brH5gGlH9K/qqqGHbUtwbQpz8nJoKW5Jl0JS9+gJXP64PSc8XuDwJtzMFTGZ9B/v5YTxAuLNrFi825mLs99cmqv2am2vqnNslv+9H4H/0lEg3zcZdbkFeN7puZ+8iHvwK4Mhho+KBVkDtl/v3ALUaCw5/XprgvunsmE+95ofp3vlAbQtrkmV5D/4zvrAHh5yebUe1rlkeqG2fJZHD14YPPz2au2cdG9rzPpobepbWgbuMP8caYgXwLZ0xpE4wshXdMUchfKNPWuCccHVTUAbNpV17ysa0E+lS5dk68Pmmv6ZTT3NAbL0vPK52quyTzf3fX80ubnU+dvaH5ek6N2vn773ubnl2T8Utu4sy4r3Tcfzb4wm4uCfAlk1uSlZyrWPXpfW1acu2S+v34nt09dyGtLe8ddOG/788I2y7pTkwfYuHNvc36ZNfm7rzgFgOPTYxza5JF94XV3EMxvuXhsVrrOmujOHdNy7+vWd5t6b93ODt8LCvIlkVmT14XXnil9og577yWSztw11Wxv58Lc3oYEe4JgsWZbqgbZ0TD9+qYECz/ayQ+nLeLht9Zw3ysrQi5xyq66xuYmjSj4ywfb2izbtqch71v/pdvum5LOF/5jVvPyAzOmMRh6yAAAqnbXA7nb0XP90jv32PKs17UZF1PrmxJs2ZVdWz/zmCEcdmA/oKX9Py3pzhVnjOjwf1GQLwF1oez5mk/URdiBf3X/W1z5wOyc68bd8TIn3v4C7t58p6J0L49c7np+GZ//j1m882FqtOfuvV3vgpePk7//Iv/wSCUQvSZId2fjzlTzx+9nr8nrPekac1MimbWLM38JpK+F3DU91QzTZsRrGc21gJ++sKx5+f4ZF2CBrDb5bz/5HuN+9ErW+sEH9qPyexdxYP++WScESMWSvp30GCp6kDezCWa2zMxWmtnNxd5eKSzesIvJj1TmXZPRhdeer6s1+dunLuSZ9zZ0mu63V3+SM48ZzNJNu5tr6mk/fn5J80/+zAuKA1oFjUyPvb2G/fq0RJ+11bVMuO/15r/P/fwN5qxqW+vtjpnLq9hT38QHVXs6T5ynP8xew1//+i121+V3cvrXaYvbLLv3peWs2FzTpe2mu1o2JJJcUXEUAO/cemFWmtYXvFv/SjBabjzyi9dWAvDxww9k1GHZA6sya+fPLtjYpizpk0JNfRMPvbk6q12+KZnM2r+5FDXIm1kf4JfAxcAJwJVmdkIxt9natAUbeHt1decJC3DJz9/gxcWbWb459/wWyaTzrSfepaa+iVkrtrI9o1tXrjbSLbvrek3b6b5S29DEjBDbu7cFzSn5VloffmsN1z/+bqfpzhtTzoYdqS/xeT+ZkbXumYyLdSOHtPTUeGHRZqbO/4hlm3Yza8VWfvvmah6alfqra0xy+tGDuHLcUVw57mjGH384Rw8e2Py3aMMu3lq1jZr6Jt5YUcXWmnpu+dP7PDZnLXWNCRJJ54VFm9qtna/cspun565vfv2tJ+ZnrX9o1mpWbN5NQ1OSlxZvzlq3ZVdd83wy7bn9mUXMWV3dfHHz3bXbeeStD9ttznow+L8z/fzVlcxZnTqRXfe/P97h9tLSF1jTE5r1KTPKD8qeiqB1n/vW7f3pEa+Zo6MfmvTJNtuqXLOdDTv2tjs5XevtrNm2p7m/fFPC6VvWcRgv9rQG44CV7r4KwMyeAC4F2p5uSbUv1dQ3sTcY2l3XkMh55Tlfm3fVcd1jqS/Wwh98ttv5dGRPRvnqGnOX91+eeo/n3t+UdUU9bc7qarbV1Gf1of3Ofy7g9eVVVH7vwg5raZK/m55ewLMLNvLf153D6BxD1LuiPmPqgYZEskvHaHtpGxIteX759OHc93Kq7Xx3XWNzW++uvY1cc85obvt8qp60rrqW8XfP5PG313Y4IGbSp0dxySeG5Vx3/G3T2VHbyPWPv8urGRWLx4ED+vdh/fa9/OSFZfzk8pO5OEceF97zetbrdHfCtB9OW8y5x5bz8fIDeejN1fz27z7JJ0en+vdfcPdMauqbOvxupgPk1pp6auqbuPHJ91i1dQ87axu5+pzROd/zwxy1+d+9+SEAXztrZLvbypRurtlR20htQyKvOejT/ebTysxoTCSZnfFL6fCD285Z8+yCjfzitZU5WwIyu11m+nDrHkbWN9GY6Lwmb8VsPzOzy4EJ7v714PXfAp9y9+type8/bIwPm3Rf0cojEmV9yowV/3YxDYkkY29rO6Qd4MaLjuWfxo9pfr23IcGbK7fy9aA9HGDsEQfxx8lnpfLsY1kXC1v71I9eZvOu+pD+gxbv3f4ZcLjhyflZJ49iGjd6MA98rSJVfTb4xasreOCNllr99ePH8O2Ljs0rr+kLN/GNP7R0Tzx4QF8WfL/tyeicu15l/fa9XHrqkfxs4mlZ6z5z70yWt2omSs9ZM+rmZzvc/ve/cAJfPXMkTnZNfm9DgrUnj2N7bQMTr7qz+f+68TPHzXX3ilx5Fbsmn+sUk3VWMbPJwGSAIcNHc+slx+M40xdu4jMnHlHwkO09DU0M2K9PUYd+l5Wlbg7Q3vnScX78/FJumjCWN1du5dSjDuVj5QeSdOfVpVs4ZcShbcq8YksNp7ZaLt1X25DgLx9s5cLjh4aSX7++ZQw+oB+bWvVbbs+8tdsZevAAhreq7WUaOWQgZWXGgLI+3HDhsUxbsIGvBO3BkDrOLj31yKz37N+vD+cfV84dXzqJeWt20KcMrhx3NIcMzG+A1D1fOZXFG3ZRU9/E26urOXnEIWzeVccFxw9l8846HOf15Vs5r1WPkLQVW3Yzd812jjhkAH/5YBuXnnIkE046orm9+ruXjOWsY4aQdOetVds4+2OHNb9306461lbXNo/czcVxqvc0MuSAVO8SMzh4//3YmWMOl3PGHJbVTn7DRcfyxorU9+3YoQe1+ew6ct6x5fzrpSc2j1sYM/TAnOn+/fKTWbxhV85Jz+740ieYH1wc39PQxP/K6Ar55s0X8NicNXxq9BCWb97N1poGNu+qo2p3PQcN6MvEcUfnvKC6f78+jBwykIP2349bLzkeM/jiKUdyYwf/S7Fr8mcB33f3zwavbwFw9x/nSl9RUeGVlZW5VomICMD556ceZ8xoXmRm7dbki9275h1gjJmNNrN+wETgmSJvU0REAkVtrnH3JjO7DngB6AM85O6LirlNERFpUfSbhrj7c0DHEz2LiEhRaMSriEiMKciLiMSYgryISIwpyIuIxJiCvIhIjCnIi4jEmIK8iEiMKciLiMSYgryISIwpyIuIxJiCvIhIjCnIi4jEmIK8iEiMKciLiMSYgryISIwpyIuIxJiCvIhIjBX9zlBdsmxZy01qRUSkrfnzU495xkrV5EVEYqygmryZ/QT4AtAAfABc7e47gnW3ANcACeB6d3+h0wyPOw5mzCikSCIi8ZauwWfGSrN2kxdak38JOMndTwaWA7ektmcnABOBE4EJwK/MrE+B2xIRkS4qKMi7+4vu3hS8nA2MCJ5fCjzh7vXuvhpYCYwrZFsiItJ1YbbJ/z3wfPB8OLAuY936YFkbZjbZzCrNrLKqqirE4oiISKdt8mb2MnBEjlW3uvvUIM2tQBPwaPptOdJ7rvzdfQowBaCioiJnGhER6Z5Og7y7X9jRejObBHweGO/u6SC9HjgqI9kIYEN3CykiIt1TUHONmU0AbgK+6O61GaueASaaWX8zGw2MAd4uZFsiItJ1hQ6G+gXQH3jJUl14Zrv7N9x9kZk9CSwm1YxzrbsnCtyWiIh0UUFB3t0/3sG6O4A7CslfREQKYy3N6KVnZruBZd146yHAzpCLU+y8o1Tmw4CtRcg3X1H6LEqRb+vPvyeUeV/lXYp88/0+dCfvQnSU73HuflDONe4emT+gspvvm1LEMhUl7yiVOd/PvTd8FqXIt/Xn3xPK3BM/53zz7W4cimqZ4zJ3zX/3wLxV5uLnW8y8VeZ9k3dPy7eYeXcr36g111S6e0Wpy9Hb6HMvLX3+0dIT90dHZY5aTX5KqQvQS+lzLy19/tHSE/dHu2WOVE1eRETCFbWavIiIhEhBXkQkxhTkexEzqyl1GaTz/WBmM8ysR13460nM7Etm5mY2ttRl2RcU5EWkt7kSmEXqxkaxpyDfy5jZ+WY2LeP1L8zs74LnH5rZD8xsnpm931tqOqXQ0X6Q4jGzA4GzSd2adGKwrKPvxCVmttTMZpnZzzPT9RQK8tLaVnc/Hbgf+E6pCyMSssuA6e6+HKg2s9PbS2hmA4BfAxe7+zlA+T4qY6gU5KW1PwWPc4FRJSyHSDFcCTwRPH8ieN2escAqT93CFODxYhasWAqdalh6niayT+4DWq2vDx4T6Pgops72g4TMzIYAFwAnmZkDfUjdse4Zcu+LXHe463FUk+991gAnBDd0OQQYX+oC9VLaD/ve5cAj7j7S3Ue5+1FAupaea18sBY4xs1HB67/ep6UNiWpqvYSZ9QXq3X1dcEOXBcAK4N3Slqx30X4oqSuBO1stexq4CmizL9x9r5l9E5huZlvpoXe307QGvYSZnQI84O7jSl2W3kz7oWcxswPdvcvYAnMAAAHoSURBVMZSt777JbDC3e8tdbm6Qs01vYCZfYPURaPvlbosvZn2Q4/0D2Y2H1hE6qYdvy5xebpMNXkRkRhTTT6mzOwoM3vNzJaY2SIz+1awfLCZvWRmK4LHQcHysWb2lpnVm9l3WuV1Q5DHQjN7POg/LCI9gIJ8fDUBN7r78cCZwLVmdgJwM/CKu48BXgleA1QD1wM/zczEzIYHyyvc/SRS3c56xXBwkThQkI8pd9/o7vOC57uBJcBw4FLg4SDZw6RGAOLuW9z9HaAxR3Z9gf2DniEDgQ1FLr6IhERBvhcI+vmeBswBhrr7RkidCIDDO3qvu39Eqna/FtgI7HT3F4tZXhEJj4J8zAUTMj0N/LO77+rG+weRqv2PBo4EDjCzr4ZbShEpFgX5GDOz/UgF+EfdPT0nzWYzGxasHwZs6SSbC4HV7l7l7o2k5rb5dLHKLCLhUpCPqWDwxoPAEne/J2PVM8Ck4PkkYGonWa0FzjSzgUGe40m174tID6B+8jFlZucAbwDvA8lg8XdJtcs/CRxNKoBf4e7VZnYEUAkcHKSvAU5w911m9gNS83Y0kRry/XV3r0dEIk9BXkQkxtRcIyISYwryIiIxpiAvIhJjCvIiIjGmIC8iEmMK8iIiMaYgLyISYwryIiIx9j+WNw5HAmRTNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for j in range(len(tensors)):\n",
    "    tensor = tensors[j][0]\n",
    "    indices = tensors[j][1]\n",
    "    summ = pd.Series(np.zeros(len(indices)),index=indices)\n",
    "    for i in range(tensor.shape[1]):\n",
    "        df = pd.DataFrame(tensor[:,i,:],index=indices[-len(tensor):])\n",
    "        metric = (df.rolling(window).max().abs()/df.rolling(window).std().abs()).mean(axis=1)\n",
    "        ucl = metric.mean() + 3*metric.std()\n",
    "        lcl = metric.mean() - 3*metric.std()\n",
    "        bin_metric = ((metric > ucl) | (metric < lcl)).astype(int)\n",
    "\n",
    "        summ.loc[bin_metric.index]= summ.loc[bin_metric.index]+bin_metric.values\n",
    "    #     plt.plot(metric)\n",
    "    #     plt.axhline(ucl)\n",
    "    #     plt.axhline(lcl)\n",
    "    #     plt.title(str(i))\n",
    "    summ.plot()\n",
    "    ucl = summ.mean() + 3*summ.std()\n",
    "    lcl = summ.mean() - 3*summ.std()\n",
    "    plt.axhline(ucl,c='r')\n",
    "    plt.axhline(lcl,c='r')\n",
    "    plt.axvline(accidents[j],c='r')\n",
    "    plt.show()\n",
    "    plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "======================\n",
      "======================\n",
      "Standart  -  22.410992217161095\n",
      "LowFP  -  3.1604298843271947\n",
      "LowFN  -  26.051772589218498\n",
      "======================\n",
      "======================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "======================\n",
      "======================\n",
      "Standart  -  40.907628272441116\n",
      "LowFP  -  23.490065909049388\n",
      "LowFN  -  43.938418848294084\n",
      "======================\n",
      "======================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for No_metric in range(2,4):\n",
    "    list_metrics=[]\n",
    "    for i in range(0,len(tensors)):\n",
    "        a = anomaly_detection(pd.DataFrame())\n",
    "        a.tensor = tensors[i][0]\n",
    "        a.indices = tensors[i][1]\n",
    "        a.proc_tensor(No_metric=No_metric)\n",
    "        a.metric.plot()\n",
    "        plt.axhline(a.ucl,c='r')\n",
    "        plt.axhline(a.lcl,c='r')\n",
    "        acci=[pd.Timestamp(accidents[i]),pd.Timestamp(accidents[i]) + pd.Timedelta(days=2)]\n",
    "        plt.axvspan(acci[0],acci[1], alpha=0.5, color='green')\n",
    "\n",
    "        a1,a2,a3 = a.evaluate_nab([acci])\n",
    "        list_metrics.append(np.array([a1,a2,a3]))\n",
    "        plt.show()\n",
    "        plt.figure()\n",
    "    print('======================')\n",
    "    print('======================')\n",
    "    get_score(list_metrics)\n",
    "    print('======================')\n",
    "    print('======================')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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 },
 "nbformat": 4,
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}
